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Artificial Intelligence and Machine Learning with R Applications in the Field of Business Analytics

Title
Artificial Intelligence and Machine Learning with R [electronic resource] : Applications in the Field of Business Analytics / by Bernd Heesen.
ISBN
9783658453923
Edition
1st ed. 2024.
Publication
Wiesbaden : Springer Fachmedien Wiesbaden : Imprint: Springer, 2024.
Physical Description
1 online resource (XIII, 493 p.) 448 illus., 190 illus. in color.
Local Notes
Access is available to the Yale community.
Access and use
Access restricted by licensing agreement.
Summary
This book teaches you, based on the open-source programming language R, how to read, process, and analyze data from various formats and sources, and how to use Artificial Intelligence and Machine Learning in your company. It specifically explains the three types of Machine Learning and selected, widely-used algorithms that form the basis of Artificial Intelligence. Additionally, the author provides you with the datasets used through his R package "machinelearning," so you can run the code examples presented in the book yourself. The package also includes interactive self-learning tutorials for R. Contents Benefits of Machine Learning and Artificial Intelligence Best Practices Fundamentals of the R Programming Language Fundamentals of Machine Learning with R, including preprocessing, exploratory data analysis, modeling, evaluation, and parameter tuning Application of Machine Learning with R for predictions, classification, clustering, and recommendation systems The Author Bernd Heesen is a professor at the Faculty of Economics at Ansbach University of Applied Sciences in Bavaria. Before his tenure at the university, he worked for more than 10 years as a business consultant both domestically and internationally. He continues to advise companies on the use of IT innovations. The translation was done with the help of artificial intelligence. A subsequent human revision was done primarily in terms of content. This book is a translation of an original German edition. The translation was done with the help of artificial intelligence (machine translation by the service DeepL.com). A subsequent human revision was done primarily in terms of content, so that the book will read stylistically differently from a conventional translation.
Variant and related titles
Springer ENIN.
Other formats
Printed edition:
Printed edition:
Format
Books / Online
Language
English
Added to Catalog
October 14, 2024
Contents
Benefits of Machine Learning and Artificial Intelligence
Machine Learning
Best Practices
Setting Up the R Development Environment
Fundamentals of the R Programming Language
Machine Learning with R
Application of Machine Learning with R
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